Data Science & ML Claude 技能

Scientific Brainstorming Partner

Facilitates collaborative research ideation to generate novel hypotheses, identify research gaps, and develop innovative scientific methodologies.

Excel Pivot Wizard

Generates professional Excel pivot tables and visualizations from raw data using simple natural language commands.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using state-of-the-art diffusion-based deep learning models.

Aeon Time Series ML

Provides a comprehensive toolkit for time series machine learning including classification, forecasting, and anomaly detection using scikit-learn compatible APIs.

Time Series Forecaster

Predicts future values and identifies patterns in historical time-dependent data using advanced statistical models.

Regression Analysis & Modeling

Automates regression modeling and data analysis to identify relationships between variables and predict future trends.

Senior ML Engineer

Productionizes machine learning models and builds scalable MLOps systems with world-class engineering standards.

LLM Evaluation Framework

Implements systematic evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

ML Experiment Tracking Setup

Automates the integration and configuration of experiment tracking tools like MLflow and Weights & Biases for machine learning projects.

Pymoo Optimization

Solves complex single and multi-objective optimization problems using evolutionary algorithms and Pareto front analysis.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for specific tasks and new datasets.

Vertex AI Media Master

Automates complex Google Vertex AI multimodal operations for advanced video processing, high-fidelity image generation, and end-to-end marketing campaign orchestration.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies with specialized handling of biases and transaction costs.

Data Visualization Creator

Transforms raw datasets into insightful charts, plots, and graphs using intelligent data analysis and automated library selection.

Data Preprocessing Pipeline

Builds and executes automated ETL pipelines for cleaning, validating, and transforming raw datasets into model-ready formats.

AI Agent System Orchestrator

Orchestrates complex multi-agent systems using the AI SDK v5 to facilitate intelligent task routing and seamless agent handoffs.

Clinical Decision Support

Generates publication-ready clinical decision support documents, biomarker-stratified cohort analyses, and evidence-based treatment guidelines.

ETE Toolkit Phylogenetic Analysis

Analyzes, manipulates, and visualizes phylogenetic and hierarchical trees for genomic research and bioinformatics.

LatchBio Bioinformatics Integration

Develops, deploys, and manages serverless bioinformatics pipelines using the Latch SDK and cloud infrastructure.

DrugBank Database Analysis

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for research, drug discovery, and interaction analysis.

GWAS Catalog Explorer

Queries the NHGRI-EBI GWAS Catalog for genetic variant associations, study metadata, and summary statistics.

Research Information Lookup

Conducts real-time academic research and technical documentation searches using Perplexity's Sonar models with automated citations.

Anomaly Detection System

Identifies outliers and unusual patterns in datasets using advanced machine learning algorithms.

Biomni Biomedical AI

Executes autonomous multi-step biomedical research tasks across genomics, drug discovery, and clinical analysis.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for new tasks and datasets.

Bioinformatics & Genomics Toolkit (gget)

Provides rapid access to 20+ genomic databases and bioinformatics tools for gene searching, sequence alignment, and protein structure prediction.

Deep Learning Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and improving training efficiency.

Excel LBO Modeler

Automates the creation of professional-grade Leveraged Buyout (LBO) models in Excel for private equity and investment analysis.

BioRxiv Scientific Database Search

Enables efficient searching, metadata retrieval, and PDF downloads from the bioRxiv preprint server for life sciences research.

Seaborn Statistical Visualization

Create publication-quality statistical graphics and complex data visualizations using the Seaborn Python library.